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In this post, we'll walk you through a complete implementation of model fine-tuning in Amazon Bedrock using Amazon Nova models, demonstrating each step through an intent classifier example that achieves superior performance on a domain specific task. Throughout this guide, you'll learn to prepare high-quality training …
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In healthcare and life sciences, AI agents help organizations process clinical data, submit regulatory filings, automate medical coding, and accelerate drug development and commercialization. However, the sensitive nature of healthcare data and regulatory requirements like Good Practice (GxP) compliance require human …
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This post walks you through understanding audio embeddings, implementing Amazon Nova Multimodal Embeddings, and building a practical search system for your audio content. You'll learn how embeddings represent audio as vectors, explore the technical capabilities of Amazon Nova, and see hands-on code examples for …
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In this post, we explore where RFT is most effective, using the GSM8K mathematical reasoning dataset as a concrete example. We then walk through best practices for dataset preparation and reward function design, show how to monitor training progress using Amazon Bedrock metrics, and conclude with practical …
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We recently announced the integration between Mend.io and Docker Hardened Images (DHI) provides a seamless framework for managing container security. By automatically distinguishing between base image vulnerabilities and application-layer risks, it uses VEX statements to differentiate between exploitable …
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A new release of the Microsoft build of Go including security fixes is now available for download. For more information about this release and the changes included, see the table below: Microsoft Release Upstream Tag Link to article: …
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Learn what's new in Visual Studio Code 1.115 Read the full article Link to article: https://devblogs.microsoft.com/vscode-blog/visual-studio-code-1.115
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We’ve been told that clean code and deadlines are opposites. That if you want to ship fast, you have to write garbage code full of hacks. But if you want to get it right, you need to add boilerplate. That’s a lie. Here’s the thing: a lot of the so-called best practices people tell you… Read More »Why “Clean Code” is …
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SQL MCP Server gives enterprises a secure, feature-rich way to enable agents to access data. This is accomplished without exposing the schema, risking consistency, or relying on fragile natural language parsing. SQL MCP Server is a feature of Data API builder, so deployments have a proven entity abstraction system, …
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This blog post is for developers who have an MCP server deployed to Azure Functions and want to connect it to Microsoft Foundry agents. It walks through why you'd want to do this, the different authentication options available, and how to get your agent calling your MCP tools. Link to article: …
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Most development teams say they want better test coverage. Fewer teams say out loud why they do not have it: writing unit tests is slow, repetitive, and usually postponed until after the “real work” is done. This is exactly where GitHub Copilot changes the economics. Using GitHub Copilot to generate unit tests for code …
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A customer had a custom message loop that was built out of MsgWaitForMultipleObjects. Occasionally, they needed to change the list of handles that the message loop was waiting for. How do you add or remove a handle from an active MsgWaitForMultipleObjects? You can't. Even if you coul Link to article: …
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Did you know? You can use LINQ to XML to write queries in a readable and strongly-typed way directly against an XML document, making it one of the most intuitive ways to deal with XML in .NET. Welcome to dotInsights by JetBrains! This newsletter is the home for recent .NET and software development related information. …
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Master composite pattern best practices in C# including type safety, child management, recursive operations, and organized tree-based architectures. Link to article: https://www.devleader.ca/2026/04/08/composite-pattern-best-practices-in-c-code-organization-and-maintainability
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Until now, Junie CLI has worked like any other standalone agent. It was powerful, but disconnected from the workflows you set up for your specific projects. That changes today. Junie CLI can now connect to your running JetBrains IDE and use its full code intelligence, including the indexing, semantic analysis, and …
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This guest post comes from Jacob Lee, Founding Software Engineer at LangChain, who set out to build a coding agent more aligned with how he actually likes to work. Here, he walks through what he built using Deep Agents and the Agent Client Protocol (ACP), and what he learned along the way. I’ve come to […] Link to …
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We’re excited to announce that the GitHub Copilot for Eclipse plugin is going open source under the MIT license and will be hosted on GitHub under the microsoft organization Link to article: https://devblogs.microsoft.com/java/ghc-eclipse-is-going-open-source
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Multi-agent systems demo beautifully. Putting them in front of real users is another story. In early prototypes, a terminal or a basic chat window is enough. But once agents start handing off to each other Link to article: https://devblogs.microsoft.com/agent-framework/ag-ui-multi-agent-workflow-demo
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Discover OpenAI’s Child Safety Blueprint—a roadmap for building AI responsibly with safeguards, age-appropriate design, and collaboration to protect and empower young people online. Link to article: https://openai.com/index/introducing-child-safety-blueprint
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Earlier this year, we introduced MCP Apps in the Azure Functions MCP extension. These are tools that go beyond text and render full UI experiences, serve static assets, and integrate seamlessly with AI agents. If Link to article: …
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